The low-temperature states of Sr \(_{1-x}\) Ca \(_{x}\) TiO \(_3\) exhibit intriguing dielectric properties with increasing Ca substitution. Pure SrTiO \(_3\) is a quantum paraelectric. However, a slight Ca doping induces a quantum ferroelectric state. Additionally, a relaxor-like state emerges when the Ca concentration exceeds \(x = 0.016\) , characterized by rounded and diffused peaks in the dielectric constant. This phenomenon is attributed to local polarizations resulting from structural disorder. We performed neutron total scattering measurements on Sr \(_{1-x}\) Ca \(_{x}\) TiO \(_3\) ( \(x=0, 0.06, 0.1\) ) at 15 K to investigate the structural origin of these relaxor-like behaviors. Using Rietveld refinements, we discussed that Ca substitution intensifies the antiferrodistortive octahedral rotations. Local structural distortions were further studied through reverse Monte Carlo modeling, revealing that Sr/Ca-O bond length distributions become broader and more asymmetric with increasing Ca concentration. We propose that octahedral rotational disorders, dependent on local Sr/Ca configurations, are responsible for the asymmetry in Sr/Ca-O bond length distributions and the induction of local polarizations.